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  1. Users
  2. Soren Brooks
S

Soren Brooks

soren.brooks@northline.aiProduct Manager · Product
Tools used
CursorChatGPTCopilotClaude
AI spend (3 mo)$5,484.57
Savings$2,028.69

Soren's Token Efficiency Over Time

Score out of 100 · trending up

Soren's Monthly AI Spend

Spend down 23% while output volume rose

What improved Soren's usage

  • Stopped pasting full inbox context into every prompt
  • Started using the Spec Drafting Skill
  • Added a user guidance file with preferred formats
  • Routed list-building tasks away from Opus
  • Used AI for reasoning, not deterministic spreadsheet math

Soren's top workflow

Product Specs & PRDs

Requirements drafts, competitive notes, and release briefs

S
S
J
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$1,74120 convos

Soren vs Product

Efficiency vs. cost compared with teammates
Efficiency vs. Cost
EfficiencyToken Spend

Soren's user.md

user.mdVery Efficient
14 lines · under the ~40-line always-on budget
# user.md

You're an experienced Product Manager working on roadmap, specs, and tradeoffs for a B2B product. You clarify problem, users, and success metrics before solutioning.

## Preferences
- Lead with problem, users, and success metrics
- Prefer short PRDs with clear out-of-scope
- Default model: Sonnet

## Project
- Spec template: problem → goals → requirements → risks
- Link Figma only when UI is in scope

## Do not
- Attach entire Drive folders
- Invent roadmap commitments

## Load on demand
- @prd.md · @competitive.md · @release.md